Overview

Brought to you by YData

Dataset statistics

Number of variables	30
Number of observations	10000
Missing cells	94314
Missing cells (%)	31.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.2 MiB
Average record size in memory	232.0 B

Variable types

Numeric	18
Categorical	11
Unsupported	1

Alerts

`cozinhas` has constant value "1.0"	Constant
`varandas` has constant value "1.0"	Constant
`sacadas` has constant value "1.0"	Constant
`terracos` has constant value "1.0"	Constant
`areas_servico` has constant value "1.0"	Constant
`dce` has constant value "1.0"	Constant
`churrasqueiras` has constant value "1.0"	Constant
`wc` has constant value "1.0"	Constant
`wc_emp` has constant value "1.0"	Constant
`area_privativa` is highly overall correlated with `lavabos`	High correlation
`area_terreno` is highly overall correlated with `lavabos` and 1 other fields	High correlation
`area_total` is highly overall correlated with `m2total`	High correlation
`desconto` is highly overall correlated with `preco` and 4 other fields	High correlation
`lavabos` is highly overall correlated with `area_privativa` and 7 other fields	High correlation
`m2privativa` is highly overall correlated with `preco` and 4 other fields	High correlation
`m2terreno` is highly overall correlated with `area_terreno` and 1 other fields	High correlation
`m2total` is highly overall correlated with `area_total`	High correlation
`n_lances` is highly overall correlated with `lavabos`	High correlation
`preco` is highly overall correlated with `desconto` and 6 other fields	High correlation
`valor_de_avaliacao` is highly overall correlated with `desconto` and 5 other fields	High correlation
`valor_oferta` is highly overall correlated with `desconto` and 6 other fields	High correlation
`valor_presente` is highly overall correlated with `desconto` and 6 other fields	High correlation
`valor_venda` is highly overall correlated with `desconto` and 6 other fields	High correlation
`salas` is highly imbalanced (92.7%)	Imbalance
`lavabos` is highly imbalanced (89.4%)	Imbalance
`quartos` has 1529 (15.3%) missing values	Missing
`salas` has 1730 (17.3%) missing values	Missing
`vagas_garagem` has 3403 (34.0%) missing values	Missing
`lavabos` has 9773 (97.7%) missing values	Missing
`suites` has 10000 (100.0%) missing values	Missing
`cozinhas` has 1684 (16.8%) missing values	Missing
`varandas` has 9483 (94.8%) missing values	Missing
`sacadas` has 9824 (98.2%) missing values	Missing
`terracos` has 9751 (97.5%) missing values	Missing
`areas_servico` has 5593 (55.9%) missing values	Missing
`dce` has 9905 (99.1%) missing values	Missing
`churrasqueiras` has 9998 (> 99.9%) missing values	Missing
`wc` has 1811 (18.1%) missing values	Missing
`wc_emp` has 9830 (98.3%) missing values	Missing
`classificacao` is highly skewed (γ1 = 23.6817897)	Skewed
`n_lances` is highly skewed (γ1 = 23.34055607)	Skewed
`area_terreno` is highly skewed (γ1 = 30.20264893)	Skewed
`m2terreno` is highly skewed (γ1 = 42.336763)	Skewed
`suites` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`perc_de_luta` has 3289 (32.9%) zeros	Zeros
`area_total` has 6295 (62.9%) zeros	Zeros
`area_privativa` has 579 (5.8%) zeros	Zeros
`area_terreno` has 6413 (64.1%) zeros	Zeros
`m2total` has 6295 (62.9%) zeros	Zeros
`m2privativa` has 579 (5.8%) zeros	Zeros
`m2terreno` has 6413 (64.1%) zeros	Zeros

Reproduction

Analysis started	2025-12-18 19:46:24.647843
Analysis finished	2025-12-18 19:46:49.266345
Duration	24.62 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

classificacao
Real number (ℝ)

Skewed

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0116

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	8
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.198165
Coefficient of variation (CV)	0.19589264
Kurtosis	658.65859
Mean	1.0116
Median Absolute Deviation (MAD)	0
Skewness	23.68179
Sum	10116
Variance	0.039269367
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	9945	99.5%
2	30	0.3%
3	10	0.1%
4	7	0.1%
6	3	< 0.1%
8	2	< 0.1%
7	2	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
1	9945	99.5%
2	30	0.3%
3	10	0.1%
4	7	0.1%
5	1	< 0.1%
6	3	< 0.1%
7	2	< 0.1%
8	2	< 0.1%

Value	Count	Frequency (%)
8	2	< 0.1%
7	2	< 0.1%
6	3	< 0.1%
5	1	< 0.1%
4	7	0.1%
3	10	0.1%
2	30	0.3%
1	9945	99.5%

valor_venda
Real number (ℝ)

High correlation

Distinct	3241
Distinct (%)	32.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	119908.7

Minimum	2472.92
Maximum	2040043.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	2472.92
5-th percentile	50984.319
Q1	79804.913
median	97778.11
Q3	126514.08
95-th percentile	245366.01
Maximum	2040043.1
Range	2037570.2
Interquartile range (IQR)	46709.167

Descriptive statistics

Standard deviation	105469.62
Coefficient of variation (CV)	0.87958272
Kurtosis	85.442831
Mean	119908.7
Median Absolute Deviation (MAD)	21761.975
Skewness	7.4323079
Sum	1.199087 × 10⁹
Variance	1.1123841 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
87819.45	142	1.4%
106667.03	121	1.2%
100741.08	120	1.2%
94815.14	117	1.2%
81964.82	105	1.1%
97778.11	87	0.9%
84892.14	78	0.8%
90746.77	76	0.8%
78000	68	0.7%
114838.57	67	0.7%
Other values (3231)	9019	90.2%

Value	Count	Frequency (%)
2472.92	1	< 0.1%
3228.86	1	< 0.1%
3369.5	1	< 0.1%
3516	1	< 0.1%
3820.72	7	0.1%
4102	1	< 0.1%
4453.6	1	< 0.1%
4688	1	< 0.1%
4729.02	1	< 0.1%
4834.5	1	< 0.1%

Value	Count	Frequency (%)
2040043.07	1	< 0.1%
2014957.2	1	< 0.1%
1889571.69	1	< 0.1%
1784480.04	1	< 0.1%
1666873.34	1	< 0.1%
1657017.18	1	< 0.1%
1642532.16	1	< 0.1%
1610360.84	1	< 0.1%
1520000	1	< 0.1%
1485800	1	< 0.1%

valor_oferta
Real number (ℝ)

High correlation

Distinct	6600
Distinct (%)	66.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	137818.17

Minimum	5370
Maximum	3026000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	5370
5-th percentile	58080.62
Q1	89354.385
median	110648.52
Q3	145730.35
95-th percentile	289048.9
Maximum	3026000
Range	3020630
Interquartile range (IQR)	56375.963

Descriptive statistics

Standard deviation	126471.08
Coefficient of variation (CV)	0.91766624
Kurtosis	124.33897
Mean	137818.17
Median Absolute Deviation (MAD)	25648.305
Skewness	8.6015362
Sum	1.3781817 × 10⁹
Variance	1.5994934 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
87819.45	48	0.5%
94815.14	47	0.5%
97778.11	45	0.4%
106667.03	43	0.4%
96000	31	0.3%
102000	30	0.3%
100741.08	29	0.3%
87000	28	0.3%
114838.57	27	0.3%
81964.82	25	0.2%
Other values (6590)	9647	96.5%

Value	Count	Frequency (%)
5370	1	< 0.1%
10001.5	2	< 0.1%
10453.6	1	< 0.1%
10456.39	1	< 0.1%
10472.92	1	< 0.1%
11820.72	1	< 0.1%
11821	1	< 0.1%
11920	1	< 0.1%
12151.26	1	< 0.1%
12489.58	1	< 0.1%

Value	Count	Frequency (%)
3026000	1	< 0.1%
2904000	1	< 0.1%
2771575	1	< 0.1%
2540000	1	< 0.1%
2040043.07	1	< 0.1%
1940360.84	1	< 0.1%
1922039.32	1	< 0.1%
1705800	1	< 0.1%
1687533	1	< 0.1%
1679722.18	1	< 0.1%

valor_presente
Real number (ℝ)

High correlation

Distinct	6601
Distinct (%)	66.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	137810.07

Minimum	5370
Maximum	3026000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	5370
5-th percentile	58080.62
Q1	89279.592
median	110648.52
Q3	145707.55
95-th percentile	289048.9
Maximum	3026000
Range	3020630
Interquartile range (IQR)	56427.955

Descriptive statistics

Standard deviation	126470.4
Coefficient of variation (CV)	0.91771521
Kurtosis	124.34392
Mean	137810.07
Median Absolute Deviation (MAD)	25646.31
Skewness	8.6018492
Sum	1.3781007 × 10⁹
Variance	1.5994761 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
87819.45	48	0.5%
94815.14	47	0.5%
97778.11	45	0.4%
106667.03	43	0.4%
96000	31	0.3%
102000	30	0.3%
100741.08	29	0.3%
87000	28	0.3%
114838.57	27	0.3%
81964.82	25	0.2%
Other values (6591)	9647	96.5%

Value	Count	Frequency (%)
5370	1	< 0.1%
10001.5	2	< 0.1%
10453.6	1	< 0.1%
10456.39	1	< 0.1%
10472.92	1	< 0.1%
11820.72	1	< 0.1%
11821	1	< 0.1%
11920	1	< 0.1%
12151.26	1	< 0.1%
12489.58	1	< 0.1%

Value	Count	Frequency (%)
3026000	1	< 0.1%
2904000	1	< 0.1%
2771575	1	< 0.1%
2540000	1	< 0.1%
2040043.07	1	< 0.1%
1940360.84	1	< 0.1%
1922039.32	1	< 0.1%
1705800	1	< 0.1%
1687533	1	< 0.1%
1679722.18	1	< 0.1%

row_id
Real number (ℝ)

Distinct	610
Distinct (%)	6.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	228.3047

Minimum	3
Maximum	798
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	3
5-th percentile	24.95
Q1	107
median	216
Q3	338
95-th percentile	465
Maximum	798
Range	795
Interquartile range (IQR)	231

Descriptive statistics

Standard deviation	142.32367
Coefficient of variation (CV)	0.62339352
Kurtosis	-0.5103863
Mean	228.3047
Median Absolute Deviation (MAD)	114
Skewness	0.38671486
Sum	2283047
Variance	20256.027
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27	92	0.9%
47	91	0.9%
19	91	0.9%
35	91	0.9%
55	91	0.9%
51	90	0.9%
43	89	0.9%
31	89	0.9%
107	88	0.9%
139	88	0.9%
Other values (600)	9100	91.0%

Value	Count	Frequency (%)
3	69	0.7%
7	80	0.8%
8	1	< 0.1%
10	1	< 0.1%
11	73	0.7%
12	2	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
15	87	0.9%
16	2	< 0.1%

Value	Count	Frequency (%)
798	1	< 0.1%
794	1	< 0.1%
790	1	< 0.1%
786	1	< 0.1%
782	1	< 0.1%
778	1	< 0.1%
770	1	< 0.1%
766	1	< 0.1%
762	1	< 0.1%
758	1	< 0.1%

perc_de_luta
Real number (ℝ)

Zeros

Distinct	186
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.9241

Minimum	0
Maximum	1007
Zeros	3289
Zeros (%)	32.9%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	8
Q3	24
95-th percentile	57
Maximum	1007
Range	1007
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	33.018797
Coefficient of variation (CV)	1.9509928
Kurtosis	246.5158
Mean	16.9241
Median Absolute Deviation (MAD)	8
Skewness	11.7594
Sum	169241
Variance	1090.241
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3289	32.9%
1	321	3.2%
2	297	3.0%
10	232	2.3%
3	222	2.2%
4	220	2.2%
6	189	1.9%
5	186	1.9%
7	177	1.8%
8	175	1.8%
Other values (176)	4692	46.9%

Value	Count	Frequency (%)
0	3289	32.9%
1	321	3.2%
2	297	3.0%
3	222	2.2%
4	220	2.2%
5	186	1.9%
6	189	1.9%
7	177	1.8%
8	175	1.8%
9	159	1.6%

Value	Count	Frequency (%)
1007	1	< 0.1%
940	1	< 0.1%
762	1	< 0.1%
719	1	< 0.1%
616	1	< 0.1%
587	1	< 0.1%
545	1	< 0.1%
527	1	< 0.1%
512	1	< 0.1%
490	1	< 0.1%

n_lances
Real number (ℝ)

High correlation Skewed

Distinct	96
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4449

Minimum	1
Maximum	1781
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	5
95-th percentile	23
Maximum	1781
Range	1780
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	43.469087
Coefficient of variation (CV)	5.8387738
Kurtosis	651.34563
Mean	7.4449
Median Absolute Deviation (MAD)	1
Skewness	23.340556
Sum	74449
Variance	1889.5615
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	4300	43.0%
2	1547	15.5%
3	913	9.1%
4	646	6.5%
5	406	4.1%
6	314	3.1%
7	232	2.3%
8	179	1.8%
9	143	1.4%
10	123	1.2%
Other values (86)	1197	12.0%

Value	Count	Frequency (%)
1	4300	43.0%
2	1547	15.5%
3	913	9.1%
4	646	6.5%
5	406	4.1%
6	314	3.1%
7	232	2.3%
8	179	1.8%
9	143	1.4%
10	123	1.2%

Value	Count	Frequency (%)
1781	1	< 0.1%
1164	3	< 0.1%
985	3	< 0.1%
980	5	0.1%
690	3	< 0.1%
592	1	< 0.1%
382	2	< 0.1%
381	1	< 0.1%
332	1	< 0.1%
287	2	< 0.1%

preco
Real number (ℝ)

High correlation

Distinct	3211
Distinct (%)	32.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	119912.51

Minimum	2473
Maximum	2040043
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	2473
5-th percentile	50983.95
Q1	79805
median	97778
Q3	126514
95-th percentile	245366
Maximum	2040043
Range	2037570
Interquartile range (IQR)	46709

Descriptive statistics

Standard deviation	105469.7
Coefficient of variation (CV)	0.87955541
Kurtosis	85.441486
Mean	119912.51
Median Absolute Deviation (MAD)	21812
Skewness	7.4321792
Sum	1.1991251 × 10⁹
Variance	1.1123857 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
87819	142	1.4%
106667	121	1.2%
100741	120	1.2%
94815	117	1.2%
81965	105	1.1%
96000	89	0.9%
97778	87	0.9%
84892	78	0.8%
90747	76	0.8%
78000	68	0.7%
Other values (3201)	8997	90.0%

Value	Count	Frequency (%)
2473	1	< 0.1%
3229	1	< 0.1%
3370	1	< 0.1%
3516	1	< 0.1%
3821	7	0.1%
4102	1	< 0.1%
4454	1	< 0.1%
4688	1	< 0.1%
4729	1	< 0.1%
4834	1	< 0.1%

Value	Count	Frequency (%)
2040043	1	< 0.1%
2014957	1	< 0.1%
1889572	1	< 0.1%
1784480	1	< 0.1%
1666873	1	< 0.1%
1657017	1	< 0.1%
1642532	1	< 0.1%
1610361	1	< 0.1%
1520000	1	< 0.1%
1485800	1	< 0.1%

valor_de_avaliacao
Real number (ℝ)

High correlation

Distinct	1852
Distinct (%)	18.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	195617.89

Minimum	16000
Maximum	4000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	16000
5-th percentile	90000
Q1	135000
median	163000
Q3	205000
95-th percentile	375000
Maximum	4000000
Range	3984000
Interquartile range (IQR)	70000

Descriptive statistics

Standard deviation	167485.24
Coefficient of variation (CV)	0.85618569
Kurtosis	119.62116
Mean	195617.89
Median Absolute Deviation (MAD)	33000
Skewness	8.7361824
Sum	1.9561789 × 10⁹
Variance	2.8051305 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
150000	265	2.6%
180000	234	2.3%
160000	232	2.3%
170000	230	2.3%
140000	204	2.0%
165000	177	1.8%
145000	171	1.7%
130000	164	1.6%
155000	147	1.5%
190000	137	1.4%
Other values (1842)	8039	80.4%

Value	Count	Frequency (%)
16000	1	< 0.1%
18000	1	< 0.1%
20000	1	< 0.1%
21500	1	< 0.1%
25000	5	0.1%
27000	1	< 0.1%
27500	2	< 0.1%
28000	1	< 0.1%
28500	2	< 0.1%
29400	1	< 0.1%

Value	Count	Frequency (%)
4000000	1	< 0.1%
3309000	1	< 0.1%
3201000	1	< 0.1%
3086000	1	< 0.1%
2960000	1	< 0.1%
2939000	1	< 0.1%
2800000	1	< 0.1%
2682000	1	< 0.1%
2630000	1	< 0.1%
2600000	2	< 0.1%

desconto
Real number (ℝ)

High correlation

Distinct	40
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.7008

Minimum	10
Maximum	94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	10
5-th percentile	32
Q1	38
median	40
Q3	41
95-th percentile	45
Maximum	94
Range	84
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	5.0235847
Coefficient of variation (CV)	0.12653611
Kurtosis	41.20243
Mean	39.7008
Median Absolute Deviation (MAD)	1
Skewness	3.0549111
Sum	397008
Variance	25.236403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
40	2705	27.1%
41	1934	19.3%
35	739	7.4%
36	732	7.3%
42	720	7.2%
45	705	7.0%
43	677	6.8%
39	500	5.0%
37	379	3.8%
30	295	2.9%
Other values (30)	614	6.1%

Value	Count	Frequency (%)
10	2	< 0.1%
15	6	0.1%
20	51	0.5%
25	83	0.8%
26	6	0.1%
27	45	0.4%
29	3	< 0.1%
30	295	2.9%
31	7	0.1%
32	11	0.1%

Value	Count	Frequency (%)
94	27	0.3%
90	3	< 0.1%
74	1	< 0.1%
67	1	< 0.1%
65	2	< 0.1%
64	1	< 0.1%
62	5	0.1%
60	4	< 0.1%
57	1	< 0.1%
56	2	< 0.1%

area_total
Real number (ℝ)

High correlation Zeros

Distinct	215
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.454

Minimum	0
Maximum	835
Zeros	6295
Zeros (%)	62.9%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	57
95-th percentile	103
Maximum	835
Range	835
Interquartile range (IQR)	57

Descriptive statistics

Standard deviation	44.695884
Coefficient of variation (CV)	1.570812
Kurtosis	21.992969
Mean	28.454
Median Absolute Deviation (MAD)	0
Skewness	2.8010388
Sum	284540
Variance	1997.7221
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6295	62.9%
45	112	1.1%
61	95	0.9%
46	95	0.9%
70	85	0.9%
48	81	0.8%
59	80	0.8%
62	78	0.8%
50	71	0.7%
44	71	0.7%
Other values (205)	2937	29.4%

Value	Count	Frequency (%)
0	6295	62.9%
23	2	< 0.1%
25	1	< 0.1%
26	1	< 0.1%
27	1	< 0.1%
28	1	< 0.1%
29	2	< 0.1%
30	4	< 0.1%
31	8	0.1%
32	3	< 0.1%

Value	Count	Frequency (%)
835	1	< 0.1%
640	1	< 0.1%
527	1	< 0.1%
481	1	< 0.1%
462	1	< 0.1%
396	1	< 0.1%
381	1	< 0.1%
378	1	< 0.1%
371	1	< 0.1%
360	1	< 0.1%

area_privativa
Real number (ℝ)

High correlation Zeros

Distinct	274
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.736

Minimum	0
Maximum	2125
Zeros	579
Zeros (%)	5.8%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	42
median	46
Q3	58
95-th percentile	105
Maximum	2125
Range	2125
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	48.499205
Coefficient of variation (CV)	0.88605681
Kurtosis	473.19638
Mean	54.736
Median Absolute Deviation (MAD)	6
Skewness	15.243198
Sum	547360
Variance	2352.1729
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42	603	6.0%
43	587	5.9%
0	579	5.8%
44	561	5.6%
45	537	5.4%
41	459	4.6%
40	412	4.1%
46	394	3.9%
39	375	3.8%
47	364	3.6%
Other values (264)	5129	51.3%

Value	Count	Frequency (%)
0	579	5.8%
4	3	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
12	1	< 0.1%
17	2	< 0.1%
18	3	< 0.1%
19	1	< 0.1%
20	2	< 0.1%
21	1	< 0.1%

Value	Count	Frequency (%)
2125	1	< 0.1%
1500	1	< 0.1%
1189	1	< 0.1%
820	1	< 0.1%
747	1	< 0.1%
736	1	< 0.1%
656	1	< 0.1%
653	1	< 0.1%
640	1	< 0.1%
617	1	< 0.1%

area_terreno
Real number (ℝ)

High correlation Skewed Zeros

Distinct	553
Distinct (%)	5.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	243.1753

Minimum	0
Maximum	150000
Zeros	6413
Zeros (%)	64.1%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	140
95-th percentile	350
Maximum	150000
Range	150000
Interquartile range (IQR)	140

Descriptive statistics

Standard deviation	2685.9595
Coefficient of variation (CV)	11.045363
Kurtosis	1291.6825
Mean	243.1753
Median Absolute Deviation (MAD)	0
Skewness	30.202649
Sum	2431753
Variance	7214378.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6413	64.1%
200	336	3.4%
150	161	1.6%
160	159	1.6%
125	145	1.5%
180	121	1.2%
360	104	1.0%
250	99	1.0%
300	83	0.8%
126	60	0.6%
Other values (543)	2319	23.2%

Value	Count	Frequency (%)
0	6413	64.1%
1	6	0.1%
2	1	< 0.1%
16	1	< 0.1%
28	1	< 0.1%
31	1	< 0.1%
35	5	0.1%
36	2	< 0.1%
37	2	< 0.1%
38	1	< 0.1%

Value	Count	Frequency (%)
150000	1	< 0.1%
101622	1	< 0.1%
64039	1	< 0.1%
63050	1	< 0.1%
48040	1	< 0.1%
44586	2	< 0.1%
38063	1	< 0.1%
38001	1	< 0.1%
36841	1	< 0.1%
36502	1	< 0.1%

quartos
Real number (ℝ)

Missing

Distinct	8
Distinct (%)	0.1%
Missing	1529
Missing (%)	15.3%
Infinite	0
Infinite (%)	0.0%
Mean	2.0855861

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	2
Q3	2
95-th percentile	3
Maximum	9
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.43367
Coefficient of variation (CV)	0.20793675
Kurtosis	17.821917
Mean	2.0855861
Median Absolute Deviation (MAD)	0
Skewness	2.1091477
Sum	17667
Variance	0.18806967
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	7148	71.5%
3	915	9.2%
1	342	3.4%
4	54	0.5%
5	9	0.1%
8	1	< 0.1%
6	1	< 0.1%
9	1	< 0.1%
(Missing)	1529	15.3%

Value	Count	Frequency (%)
1	342	3.4%
2	7148	71.5%
3	915	9.2%
4	54	0.5%
5	9	0.1%
6	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
8	1	< 0.1%
6	1	< 0.1%
5	9	0.1%
4	54	0.5%
3	915	9.2%
2	7148	71.5%
1	342	3.4%

salas
Categorical

Imbalance Missing

Distinct	5
Distinct (%)	0.1%
Missing	1730
Missing (%)	17.3%
Memory size	514.7 KiB

1.0	8081
2.0	173
3.0	12
6.0	2
4.0	2

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	24810
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	8081	80.8%
2.0	173	1.7%
3.0	12	0.1%
6.0	2	< 0.1%
4.0	2	< 0.1%
(Missing)	1730	17.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	8081	97.7%
2.0	173	2.1%
3.0	12	0.1%
6.0	2	< 0.1%
4.0	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
.	8270	33.3%
0	8270	33.3%
1	8081	32.6%
2	173	0.7%
3	12	< 0.1%
6	2	< 0.1%
4	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	24810	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	8270	33.3%
0	8270	33.3%
1	8081	32.6%
2	173	0.7%
3	12	< 0.1%
6	2	< 0.1%
4	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	24810	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	8270	33.3%
0	8270	33.3%
1	8081	32.6%
2	173	0.7%
3	12	< 0.1%
6	2	< 0.1%
4	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	24810	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	8270	33.3%
0	8270	33.3%
1	8081	32.6%
2	173	0.7%
3	12	< 0.1%
6	2	< 0.1%
4	2	< 0.1%

vagas_garagem
Real number (ℝ)

Missing

Distinct	7
Distinct (%)	0.1%
Missing	3403
Missing (%)	34.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0665454

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	2
Maximum	10
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.31483113
Coefficient of variation (CV)	0.29518775
Kurtosis	167.1205
Mean	1.0665454
Median Absolute Deviation (MAD)	0
Skewness	9.3334152
Sum	7036
Variance	0.099118643
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	6217	62.2%
2	347	3.5%
3	21	0.2%
4	8	0.1%
6	2	< 0.1%
10	1	< 0.1%
8	1	< 0.1%
(Missing)	3403	34.0%

Value	Count	Frequency (%)
1	6217	62.2%
2	347	3.5%
3	21	0.2%
4	8	0.1%
6	2	< 0.1%
8	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
8	1	< 0.1%
6	2	< 0.1%
4	8	0.1%
3	21	0.2%
2	347	3.5%
1	6217	62.2%

lavabos
Categorical

High correlation Imbalance Missing

Distinct	3
Distinct (%)	1.3%
Missing	9773
Missing (%)	97.7%
Memory size	546.1 KiB

1.0	222
2.0	4
3.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	681
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.4%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	222	2.2%
2.0	4	< 0.1%
3.0	1	< 0.1%
(Missing)	9773	97.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	222	97.8%
2.0	4	1.8%
3.0	1	0.4%

Most occurring characters

Value	Count	Frequency (%)
.	227	33.3%
0	227	33.3%
1	222	32.6%
2	4	0.6%
3	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	681	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	227	33.3%
0	227	33.3%
1	222	32.6%
2	4	0.6%
3	1	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	681	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	227	33.3%
0	227	33.3%
1	222	32.6%
2	4	0.6%
3	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	681	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	227	33.3%
0	227	33.3%
1	222	32.6%
2	4	0.6%
3	1	0.1%

suites
Unsupported

Missing Rejected Unsupported

Missing	10000
Missing (%)	100.0%
Memory size	78.3 KiB

cozinhas
Categorical

Constant Missing

Distinct	1
Distinct (%)	< 0.1%
Missing	1684
Missing (%)	16.8%
Memory size	514.5 KiB

1.0	8316

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	24948
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	8316	83.2%
(Missing)	1684	16.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	8316	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	8316	33.3%
.	8316	33.3%
0	8316	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	24948	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	8316	33.3%
.	8316	33.3%
0	8316	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	24948	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	8316	33.3%
.	8316	33.3%
0	8316	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	24948	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	8316	33.3%
.	8316	33.3%
0	8316	33.3%

varandas
Categorical

Constant Missing

Distinct	1
Distinct (%)	0.2%
Missing	9483
Missing (%)	94.8%
Memory size	545.0 KiB

1.0	517

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1551
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	517	5.2%
(Missing)	9483	94.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	517	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	517	33.3%
.	517	33.3%
0	517	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1551	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	517	33.3%
.	517	33.3%
0	517	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1551	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	517	33.3%
.	517	33.3%
0	517	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1551	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	517	33.3%
.	517	33.3%
0	517	33.3%

sacadas
Categorical

Constant Missing

Distinct	1
Distinct (%)	0.6%
Missing	9824
Missing (%)	98.2%
Memory size	546.3 KiB

1.0	176

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	528
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	176	1.8%
(Missing)	9824	98.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	176	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	176	33.3%
.	176	33.3%
0	176	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	528	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	176	33.3%
.	176	33.3%
0	176	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	528	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	176	33.3%
.	176	33.3%
0	176	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	528	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	176	33.3%
.	176	33.3%
0	176	33.3%

terracos
Categorical

Constant Missing

Distinct	1
Distinct (%)	0.4%
Missing	9751
Missing (%)	97.5%
Memory size	546.0 KiB

1.0	249

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	747
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	249	2.5%
(Missing)	9751	97.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	249	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	249	33.3%
.	249	33.3%
0	249	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	747	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	249	33.3%
.	249	33.3%
0	249	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	747	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	249	33.3%
.	249	33.3%
0	249	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	747	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	249	33.3%
.	249	33.3%
0	249	33.3%

areas_servico
Categorical

Constant Missing

Distinct	1
Distinct (%)	< 0.1%
Missing	5593
Missing (%)	55.9%
Memory size	529.8 KiB

1.0	4407

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	13221
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	4407	44.1%
(Missing)	5593	55.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	4407	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	4407	33.3%
.	4407	33.3%
0	4407	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	13221	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	4407	33.3%
.	4407	33.3%
0	4407	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	13221	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	4407	33.3%
.	4407	33.3%
0	4407	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	13221	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	4407	33.3%
.	4407	33.3%
0	4407	33.3%

dce
Categorical

Constant Missing

Distinct	1
Distinct (%)	1.1%
Missing	9905
Missing (%)	99.1%
Memory size	546.6 KiB

1.0	95

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	285
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	95	0.9%
(Missing)	9905	99.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	95	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	95	33.3%
.	95	33.3%
0	95	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	285	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	95	33.3%
.	95	33.3%
0	95	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	285	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	95	33.3%
.	95	33.3%
0	95	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	285	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	95	33.3%
.	95	33.3%
0	95	33.3%

churrasqueiras
Categorical

Constant Missing

Distinct	1
Distinct (%)	50.0%
Missing	9998
Missing (%)	> 99.9%
Memory size	547.0 KiB

1.0	2

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	6
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0

Common Values

Value	Count	Frequency (%)
1.0	2	< 0.1%
(Missing)	9998	> 99.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	2	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	2	33.3%
.	2	33.3%
0	2	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	2	33.3%
.	2	33.3%
0	2	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	2	33.3%
.	2	33.3%
0	2	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	2	33.3%
.	2	33.3%
0	2	33.3%

wc
Categorical

Constant Missing

Distinct	1
Distinct (%)	< 0.1%
Missing	1811
Missing (%)	18.1%
Memory size	515.0 KiB

1.0	8189

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	24567
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	8189	81.9%
(Missing)	1811	18.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	8189	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	8189	33.3%
.	8189	33.3%
0	8189	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	24567	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	8189	33.3%
.	8189	33.3%
0	8189	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	24567	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	8189	33.3%
.	8189	33.3%
0	8189	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	24567	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	8189	33.3%
.	8189	33.3%
0	8189	33.3%

wc_emp
Categorical

Constant Missing

Distinct	1
Distinct (%)	0.6%
Missing	9830
Missing (%)	98.3%
Memory size	546.3 KiB

1.0	170

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	510
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	170	1.7%
(Missing)	9830	98.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	170	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	170	33.3%
.	170	33.3%
0	170	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	510	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	170	33.3%
.	170	33.3%
0	170	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	510	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	170	33.3%
.	170	33.3%
0	170	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	510	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	170	33.3%
.	170	33.3%
0	170	33.3%

m2total
Real number (ℝ)

High correlation Zeros

Distinct	1786
Distinct (%)	17.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	608.363

Minimum	0
Maximum	8498
Zeros	6295
Zeros (%)	62.9%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1275
95-th percentile	2356.05
Maximum	8498
Range	8498
Interquartile range (IQR)	1275

Descriptive statistics

Standard deviation	895.58175
Coefficient of variation (CV)	1.4721174
Kurtosis	1.4377637
Mean	608.363
Median Absolute Deviation (MAD)	0
Skewness	1.3295554
Sum	6083630
Variance	802066.68
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6295	62.9%
1439	9	0.1%
1529	9	0.1%
1830	9	0.1%
1481	9	0.1%
1707	9	0.1%
1123	9	0.1%
1477	8	0.1%
1349	8	0.1%
2239	8	0.1%
Other values (1776)	3627	36.3%

Value	Count	Frequency (%)
0	6295	62.9%
184	1	< 0.1%
216	1	< 0.1%
220	1	< 0.1%
232	1	< 0.1%
244	1	< 0.1%
286	1	< 0.1%
308	1	< 0.1%
318	1	< 0.1%
328	1	< 0.1%

Value	Count	Frequency (%)
8498	1	< 0.1%
6028	1	< 0.1%
5883	1	< 0.1%
5219	1	< 0.1%
4947	1	< 0.1%
4880	1	< 0.1%
4711	1	< 0.1%
4419	1	< 0.1%
4358	1	< 0.1%
4345	1	< 0.1%

m2privativa
Real number (ℝ)

High correlation Zeros

Distinct	3039
Distinct (%)	30.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2056.7122

Minimum	0
Maximum	25926
Zeros	579
Zeros (%)	5.8%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1506.75
median	2015
Q3	2511.25
95-th percentile	3735.1
Maximum	25926
Range	25926
Interquartile range (IQR)	1004.5

Descriptive statistics

Standard deviation	1126.4569
Coefficient of variation (CV)	0.54769789
Kurtosis	57.793927
Mean	2056.7122
Median Absolute Deviation (MAD)	503
Skewness	3.7569324
Sum	20567122
Variance	1268905.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	579	5.8%
1996	29	0.3%
1800	26	0.3%
2370	26	0.3%
2000	25	0.2%
3022	24	0.2%
2091	22	0.2%
1952	21	0.2%
1744	21	0.2%
2177	20	0.2%
Other values (3029)	9207	92.1%

Value	Count	Frequency (%)
0	579	5.8%
52	1	< 0.1%
56	1	< 0.1%
66	1	< 0.1%
69	1	< 0.1%
73	1	< 0.1%
78	1	< 0.1%
79	1	< 0.1%
88	1	< 0.1%
100	1	< 0.1%

Value	Count	Frequency (%)
25926	1	< 0.1%
24889	1	< 0.1%
22357	1	< 0.1%
17054	1	< 0.1%
14182	1	< 0.1%
13571	1	< 0.1%
12479	1	< 0.1%
11929	1	< 0.1%
11886	1	< 0.1%
11479	1	< 0.1%

m2terreno
Real number (ℝ)

High correlation Skewed Zeros

Distinct	1344
Distinct (%)	13.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	338.0823

Minimum	0
Maximum	202826
Zeros	6413
Zeros (%)	64.1%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	367
95-th percentile	1099.15
Maximum	202826
Range	202826
Interquartile range (IQR)	367

Descriptive statistics

Standard deviation	3944.5115
Coefficient of variation (CV)	11.667311
Kurtosis	1915.8578
Mean	338.0823
Median Absolute Deviation (MAD)	0
Skewness	42.336763
Sum	3380823
Variance	15559171
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6413	64.1%
2	22	0.2%
585	13	0.1%
363	12	0.1%
430	12	0.1%
510	12	0.1%
405	11	0.1%
398	10	0.1%
549	10	0.1%
236	10	0.1%
Other values (1334)	3475	34.8%

Value	Count	Frequency (%)
0	6413	64.1%
1	4	< 0.1%
2	22	0.2%
3	10	0.1%
4	9	0.1%
5	3	< 0.1%
6	8	0.1%
7	5	0.1%
8	5	0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
202826	1	< 0.1%
197567	1	< 0.1%
171445	1	< 0.1%
139015	1	< 0.1%
101432	1	< 0.1%
98134	1	< 0.1%
70938	1	< 0.1%
11988	1	< 0.1%
5736	1	< 0.1%
5240	1	< 0.1%

Interactions

Correlations

	area_privativa	area_terreno	area_total	classificacao	desconto	lavabos	m2privativa	m2terreno	m2total	n_lances	perc_de_luta	preco	quartos	row_id	salas	vagas_garagem	valor_de_avaliacao	valor_oferta	valor_presente	valor_venda
area_privativa	1.000	0.237	0.044	-0.016	-0.214	0.718	-0.144	0.319	-0.025	-0.085	-0.045	0.286	0.466	-0.114	0.317	0.218	0.283	0.273	0.273	0.286
area_terreno	0.237	1.000	-0.083	0.020	0.059	1.000	-0.491	0.901	-0.069	-0.082	0.004	-0.114	0.200	-0.055	0.000	0.164	-0.109	-0.088	-0.088	-0.114
area_total	0.044	-0.083	1.000	0.048	0.014	0.000	0.135	-0.043	0.897	-0.010	-0.050	0.121	0.025	0.028	0.172	-0.006	0.131	0.093	0.093	0.121
classificacao	-0.016	0.020	0.048	1.000	0.003	0.000	0.014	0.016	0.053	-0.033	0.033	0.010	-0.021	0.009	0.000	0.017	0.011	0.018	0.018	0.010
desconto	-0.214	0.059	0.014	0.003	1.000	0.060	-0.442	0.015	-0.005	0.098	0.064	-0.678	-0.215	-0.059	0.277	-0.147	-0.600	-0.619	-0.619	-0.679
lavabos	0.718	1.000	0.000	0.000	0.060	1.000	0.000	1.000	0.000	1.000	0.000	0.509	0.142	0.069	0.424	0.401	0.377	0.537	0.537	0.509
m2privativa	-0.144	-0.491	0.135	0.014	-0.442	0.000	1.000	-0.388	0.225	-0.030	-0.059	0.683	-0.117	0.222	0.000	0.071	0.677	0.606	0.606	0.683
m2terreno	0.319	0.901	-0.043	0.016	0.015	1.000	-0.388	1.000	-0.014	-0.059	-0.035	-0.025	0.186	-0.046	0.000	0.156	-0.021	-0.016	-0.016	-0.025
m2total	-0.025	-0.069	0.897	0.053	-0.005	0.000	0.225	-0.014	1.000	-0.011	-0.051	0.160	-0.054	0.072	0.056	-0.010	0.171	0.128	0.128	0.160
n_lances	-0.085	-0.082	-0.010	-0.033	0.098	1.000	-0.030	-0.059	-0.011	1.000	-0.088	-0.144	-0.075	-0.071	0.000	-0.063	-0.147	-0.184	-0.184	-0.144
perc_de_luta	-0.045	0.004	-0.050	0.033	0.064	0.000	-0.059	-0.035	-0.051	-0.088	1.000	-0.072	0.004	-0.024	0.061	0.002	-0.062	0.273	0.273	-0.072
preco	0.286	-0.114	0.121	0.010	-0.678	0.509	0.683	-0.025	0.160	-0.144	-0.072	1.000	0.223	0.161	0.160	0.194	0.988	0.907	0.907	1.000
quartos	0.466	0.200	0.025	-0.021	-0.215	0.142	-0.117	0.186	-0.054	-0.075	0.004	0.223	1.000	-0.112	0.476	0.226	0.218	0.229	0.229	0.223
row_id	-0.114	-0.055	0.028	0.009	-0.059	0.069	0.222	-0.046	0.072	-0.071	-0.024	0.161	-0.112	1.000	0.000	0.009	0.170	0.139	0.139	0.161
salas	0.317	0.000	0.172	0.000	0.277	0.424	0.000	0.000	0.056	0.000	0.061	0.160	0.476	0.000	1.000	0.407	0.199	0.143	0.143	0.160
vagas_garagem	0.218	0.164	-0.006	0.017	-0.147	0.401	0.071	0.156	-0.010	-0.063	0.002	0.194	0.226	0.009	0.407	1.000	0.194	0.198	0.197	0.194
valor_de_avaliacao	0.283	-0.109	0.131	0.011	-0.600	0.377	0.677	-0.021	0.171	-0.147	-0.062	0.988	0.218	0.170	0.199	0.194	1.000	0.903	0.903	0.988
valor_oferta	0.273	-0.088	0.093	0.018	-0.619	0.537	0.606	-0.016	0.128	-0.184	0.273	0.907	0.229	0.139	0.143	0.198	0.903	1.000	1.000	0.907
valor_presente	0.273	-0.088	0.093	0.018	-0.619	0.537	0.606	-0.016	0.128	-0.184	0.273	0.907	0.229	0.139	0.143	0.197	0.903	1.000	1.000	0.907
valor_venda	0.286	-0.114	0.121	0.010	-0.679	0.509	0.683	-0.025	0.160	-0.144	-0.072	1.000	0.223	0.161	0.160	0.194	0.988	0.907	0.907	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	classificacao	valor_venda	valor_oferta	valor_presente	row_id	perc_de_luta	n_lances	preco	valor_de_avaliacao	desconto	area_privativa	area_terreno	quartos	salas	vagas_garagem	lavabos	suites	cozinhas	varandas	sacadas	terracos	areas_servico	dce	churrasqueiras	wc	wc_emp	m2privativa	m2terreno
0	1.0	225400.00	321400.00	321400.00	7	43.0	23	225400.0	322000.0	30.0	70.0	0.0	3.0	1.0	1.0	NaN	NaN	1.0	NaN	NaN	NaN	1.0	NaN	NaN	1.0	NaN	3220.0	0.0
1	1.0	370600.00	370600.00	370600.00	147	0.0	2	370600.0	436000.0	15.0	74.0	0.0	3.0	1.0	1.0	NaN	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.0	5008.0	0.0
2	1.0	264000.00	264000.00	264000.00	107	0.0	1	264000.0	330000.0	20.0	146.0	189.0	NaN	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1808.0	1397.0
3	1.0	242008.72	242008.72	242008.72	43	0.0	12	242009.0	302511.0	20.0	32.0	0.0	1.0	1.0	NaN	NaN	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	1.0	NaN	7563.0	0.0
4	1.0	154522.77	166522.77	166522.77	39	8.0	1	154523.0	206030.0	25.0	0.0	480.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.0	322.0
5	1.0	156978.00	176978.00	176978.00	95	13.0	2	156978.0	243000.0	35.0	64.0	0.0	3.0	1.0	1.0	NaN	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	1.0	NaN	2453.0	0.0
6	1.0	163200.00	195200.00	195200.00	83	20.0	5	163200.0	217600.0	25.0	60.0	130.0	2.0	1.0	2.0	NaN	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	1.0	NaN	2720.0	1255.0
7	1.0	212000.00	248000.00	248000.00	75	17.0	13	212000.0	265000.0	20.0	69.0	0.0	2.0	1.0	1.0	NaN	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	1.0	NaN	3072.0	0.0
8	1.0	88200.00	88200.00	88200.00	99	0.0	6	88200.0	126000.0	30.0	57.0	200.0	NaN	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1547.0	441.0
9	1.0	119000.00	151000.00	151000.00	31	27.0	1	119000.0	170000.0	30.0	49.0	0.0	2.0	1.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.0	NaN	2429.0	0.0

	classificacao	valor_venda	valor_oferta	valor_presente	row_id	perc_de_luta	n_lances	preco	valor_de_avaliacao	desconto	area_total	area_privativa	quartos	salas	vagas_garagem	lavabos	suites	cozinhas	varandas	sacadas	terracos	areas_servico	dce	churrasqueiras	wc	wc_emp	m2total	m2privativa
9990	1.0	100148.49	134148.49	134148.49	84	34.0	1	100148.0	169000.0	41.0	53.0	43.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1890.0	2329.0
9991	1.0	137010.64	149010.64	149010.64	452	9.0	1	137011.0	217676.0	37.0	40.0	28.0	1.0	1.0	NaN	NaN	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	1.0	NaN	3425.0	4893.0
9992	1.0	155402.67	155402.67	155402.67	435	0.0	1	155403.0	253800.0	39.0	0.0	52.0	NaN	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.0	2989.0
9993	1.0	68787.97	127787.97	127787.97	294	86.0	1	68788.0	120000.0	43.0	68.0	45.0	2.0	1.0	1.0	NaN	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	1.0	NaN	1012.0	1529.0
9994	1.0	117860.63	128860.63	128860.63	290	9.0	1	117861.0	195000.0	40.0	68.0	45.0	2.0	1.0	1.0	NaN	NaN	1.0	NaN	NaN	NaN	1.0	NaN	NaN	1.0	NaN	1733.0	2619.0
9995	1.0	78201.87	88201.87	88201.87	351	13.0	9	78202.0	135000.0	42.0	57.0	46.0	2.0	1.0	1.0	NaN	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	1.0	NaN	1372.0	1700.0
9996	1.0	100741.08	100741.08	100741.08	144	0.0	1	100741.0	170000.0	41.0	60.0	42.0	2.0	1.0	1.0	NaN	NaN	1.0	NaN	NaN	NaN	1.0	NaN	NaN	1.0	NaN	1679.0	2399.0
9997	1.0	106963.33	112963.33	112963.33	488	6.0	9	106963.0	180500.0	41.0	83.0	52.0	2.0	1.0	1.0	NaN	NaN	1.0	NaN	NaN	NaN	1.0	NaN	NaN	1.0	NaN	1289.0	2057.0
9998	1.0	94815.14	94815.14	94815.14	148	0.0	19	94815.0	160000.0	41.0	0.0	42.0	2.0	1.0	1.0	NaN	NaN	1.0	NaN	NaN	NaN	1.0	NaN	NaN	1.0	NaN	0.0	2258.0
9999	1.0	116047.39	156047.39	156047.39	88	34.0	2	116047.0	192000.0	40.0	53.0	43.0	2.0	1.0	NaN	NaN	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	1.0	NaN	2190.0	2699.0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)